Pregled bibliografske jedinice broj: 1090214
Web Intelligence Data Clustering by Bare Bone Fireworks Algorithm Combined with K-Means
Web Intelligence Data Clustering by Bare Bone Fireworks Algorithm Combined with K-Means // 8th International Conference on Web Intelligence, Mining and Semantics (WIMS 2018) / Akerkar, Rajendra ; Ivanović, Mirjana (ur.).
New York (NY): The Association for Computing Machinery (ACM), 2018. str. 1-8 doi:10.1145/3227609.3227650 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
CROSBI ID: 1090214 Za ispravke kontaktirajte CROSBI podršku putem web obrasca
Naslov
Web Intelligence Data Clustering by Bare Bone
Fireworks Algorithm Combined with K-Means
Autori
Tuba, Eva ; Jovanovic, Raka ; Capor Hrosik, Romana ; Alihodzic, Adis ; Tuba, Milan
Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni
ISBN
978-1-4503-5489-9
Skup
8th International Conference on Web Intelligence, Mining and Semantics (WIMS 2018)
Mjesto i datum
Novi Sad, Srbija, 25.06.2018. - 27.06.2018
Vrsta sudjelovanja
Predavanje
Vrsta recenzije
Međunarodna recenzija
Ključne riječi
web intelligence ; clustering, swarm intelligence algorithm
Sažetak
Data mining and clustering are important elements of various applications in different fields. One of the areas were clustering is rather frequently used is web intelligence, which nowadays represents an important research area. Data collected from the web are usually very complex, dynamic, without structure and rather large. Traditional clustering techniques are not efficient enough and need to be improved. In this paper, we propose combination of recent swarm intelligence algorithm, bare bones fireworks algorithm, and k-means for clustering web intelligence data. The proposed method was compared with other approaches from literature. Based on the experimental results, it can be concluded that the proposed method has very promising characteristics in terms of the quality of clustering, as well as the execution time.
Izvorni jezik
Engleski
Znanstvena područja
Matematika, Računarstvo
